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> ## palette MM Likert outcome using only black respondents
> ##
> ## August 5, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(377599)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$R.race == "Black",]
> mydata <- mydata[!is.na(mydata$R.race),]
> 
> 
> ## keep responses and photo IDs but nothing else
> inds <- 1:24
> keep.vars <- c(paste("X", inds, "_Q329", sep=""),
+                paste("X", inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:24), c(25:48)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> a3.M2.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.065,
+                          verbose=10000, seed=666239
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   4.84187
   0.02520
   3.50638
  -1.77414
   0.78809
   1.12110
   0.14366
  -1.39272
   1.41292
   1.33352
  -0.74620
   1.14787
  -1.64757
  -0.71114
   0.59245
   1.72250
   0.62372
  -1.92741
  -0.23938
  -0.34313
  -0.00017
   0.98922
   2.14578
   0.40171
  -4.63894
  -4.19066
  -4.07821
  -5.30713
  -2.59935
  -4.09072
  -4.49818
  -4.04191
  -5.39985
  -5.65881
  -3.84942
  -4.75433
  -6.32978
  -5.64946
  -5.26897
  -5.12914
  -3.58461
  -4.37435
  -4.50039
  -3.38176
  -5.54906
  -4.33878
  -3.10109
  -4.35129
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.05236
   0.22228
   3.81217
  -0.74938
   1.25996
   1.10311
   0.37304
  -1.31305
   1.71478
   1.62161
  -0.22947
   1.76606
  -0.79636
  -0.12232
   1.17210
   2.27102
   0.72111
  -1.56258
  -0.23958
  -0.48019
   0.85436
   1.87032
   2.64808
   0.80626
  -3.22304
  -3.04372
  -3.17061
  -4.79797
  -2.12782
  -2.82253
  -4.14332
  -3.24340
  -4.86453
  -4.30750
  -3.70558
  -4.34574
  -6.55743
  -4.49491
  -4.07364
  -4.11708
  -2.70184
  -4.58960
  -4.18428
  -2.98574
  -4.88081
  -3.85833
  -2.25912
  -3.61560
Metropolis acceptance rate for gamma = 0.24818



MCMCoprobit iteration 20001 of 1050000 
beta = 
   4.56555
   0.03250
   3.81200
  -1.21657
   0.82801
   1.72229
   0.10571
  -1.51892
   1.72173
   1.61716
  -0.19957
   2.13417
  -1.05304
  -0.23444
   0.45953
   2.29261
   0.82153
  -1.61026
   0.05216
  -0.92513
   0.46911
   1.58536
   2.19818
   0.70137
  -4.10262
  -3.64045
  -3.35380
  -5.40791
  -2.27748
  -3.44436
  -4.21622
  -3.86519
  -4.88096
  -4.77836
  -4.33796
  -4.64940
  -7.05051
  -5.22518
  -4.92333
  -4.54197
  -3.12137
  -4.62015
  -4.23245
  -3.88699
  -5.41175
  -4.05812
  -2.64342
  -3.98509
Metropolis acceptance rate for gamma = 0.24734



MCMCoprobit iteration 30001 of 1050000 
beta = 
   5.19338
  -0.58791
   2.97952
  -1.72254
   0.31065
   0.75849
  -0.17704
  -2.12355
   1.36224
   0.89237
  -0.78280
   1.05396
  -1.19394
  -1.05652
   0.02502
   1.38030
  -0.27363
  -2.24291
  -0.82880
  -0.97095
   0.18831
   0.49686
   1.53298
   0.13219
  -4.47403
  -4.71344
  -3.95848
  -5.51613
  -2.92636
  -4.27908
  -5.04523
  -4.58140
  -5.90900
  -5.94862
  -4.57239
  -5.59868
  -6.40758
  -6.05155
  -5.58885
  -5.15747
  -3.78901
  -5.12621
  -4.43945
  -4.09245
  -5.52656
  -5.14522
  -3.36078
  -4.69649
Metropolis acceptance rate for gamma = 0.25016



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.61662
  -0.24312
   2.94146
  -1.39786
   0.57034
   0.97347
  -0.26433
  -1.68238
   1.45540
   1.30296
  -1.03510
   1.63272
  -1.39910
  -0.69149
   0.09006
   1.38633
   0.19554
  -1.57077
  -0.48910
  -0.36177
   0.41069
   1.35775
   1.67182
   0.10962
  -3.69730
  -3.90397
  -3.93210
  -4.90878
  -2.64355
  -3.56380
  -4.33927
  -4.12097
  -5.16501
  -5.08292
  -4.18916
  -5.06969
  -6.27727
  -5.38290
  -5.31179
  -4.42535
  -3.43949
  -4.92433
  -4.39767
  -3.72442
  -5.33512
  -4.93259
  -2.82098
  -4.21024
Metropolis acceptance rate for gamma = 0.24834



MCMCoprobit iteration 50001 of 1050000 
beta = 
   4.39758
  -0.00941
   3.29982
  -0.54415
   0.90124
   1.42245
   0.39056
  -0.97793
   1.59849
   2.12426
  -0.34694
   1.58306
  -1.18456
  -0.13091
   0.81467
   1.92224
   0.75688
  -1.52424
  -0.62509
  -0.50481
   0.96714
   1.57551
   2.12114
   0.83234
  -3.80589
  -3.34475
  -3.68873
  -4.40818
  -2.40885
  -2.99936
  -3.93902
  -3.26541
  -5.37934
  -5.24727
  -4.17834
  -4.68482
  -6.46899
  -5.62688
  -4.97562
  -4.65582
  -3.07869
  -4.49511
  -4.01641
  -3.11143
  -5.02772
  -4.09204
  -2.22674
  -3.86403
Metropolis acceptance rate for gamma = 0.24942



MCMCoprobit iteration 60001 of 1050000 
beta = 
   4.50059
  -0.24466
   3.41647
  -1.08551
   1.06110
   0.98616
   0.30095
  -1.60009
   1.26423
   1.35500
   0.07315
   1.40495
  -1.31810
  -0.62531
   0.31560
   1.80927
   0.65108
  -1.71611
  -0.67251
  -0.45164
   0.25685
   1.36645
   2.00343
   0.31797
  -3.87361
  -3.65509
  -3.67707
  -5.05206
  -2.91929
  -3.89284
  -4.41363
  -3.91030
  -4.81041
  -5.21321
  -4.26253
  -4.77219
  -7.21035
  -5.62238
  -4.67659
  -4.87620
  -3.09111
  -4.15106
  -4.33582
  -3.51888
  -5.52517
  -4.20950
  -2.52383
  -3.95532
Metropolis acceptance rate for gamma = 0.24941



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.72199
  -0.40570
   3.61935
  -1.12289
   0.52503
   1.15053
   0.06944
  -1.68819
   0.99740
   1.05738
  -1.09411
   1.29180
  -1.94379
  -0.66985
   0.49044
   1.59090
   0.42774
  -1.77597
  -0.88864
  -0.61368
   0.45662
   0.85006
   1.68609
   0.12159
  -4.34848
  -3.81369
  -3.92800
  -4.92859
  -2.45096
  -3.90709
  -4.65375
  -3.99979
  -4.72855
  -5.56927
  -4.43118
  -4.92940
  -6.22088
  -5.69826
  -4.76836
  -5.13307
  -3.65975
  -4.92621
  -4.36811
  -3.59100
  -5.37476
  -4.90171
  -2.66514
  -4.35041
Metropolis acceptance rate for gamma = 0.25035



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.41859
   0.01907
   3.25898
  -1.31790
   0.75174
   1.22919
   0.02141
  -1.52740
   1.23327
   1.43558
  -0.47757
   1.58977
  -1.22917
  -0.49027
   0.76644
   1.74307
   0.16007
  -1.88940
   0.04583
  -0.50201
   0.50956
   1.27043
   1.70098
   0.44187
  -3.71068
  -3.69250
  -3.60691
  -4.44549
  -2.51952
  -3.41124
  -4.42471
  -3.86990
  -4.92227
  -5.01524
  -4.10287
  -4.68357
  -6.31773
  -4.93354
  -4.84002
  -4.94970
  -3.39417
  -4.18531
  -4.25766
  -3.37401
  -5.48276
  -4.15171
  -2.76352
  -3.88048
Metropolis acceptance rate for gamma = 0.24932



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.55951
  -0.12952
   3.15207
  -0.68593
   0.95866
   1.33302
  -0.03484
  -1.58995
   1.55165
   1.11105
  -0.85563
   1.51213
  -1.45739
  -0.36895
   0.47713
   1.68917
   0.86617
  -1.72662
  -0.51815
  -0.35926
   0.11554
   1.43397
   2.23491
   0.34904
  -4.04328
  -3.76651
  -3.61570
  -5.38840
  -2.14804
  -3.89104
  -4.28222
  -3.62051
  -5.32949
  -4.88133
  -4.33912
  -4.99423
  -5.85341
  -5.70909
  -4.29272
  -4.64508
  -3.68531
  -5.12158
  -4.05826
  -3.79873
  -4.65547
  -4.68184
  -2.39744
  -4.20964
Metropolis acceptance rate for gamma = 0.24982



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.65905
  -0.52770
   3.01941
  -1.20310
   0.73004
   0.82165
  -0.20058
  -1.68030
   1.48439
   1.42438
  -0.88779
   1.18770
  -1.87242
  -1.02041
   0.12021
   1.74187
   0.59492
  -1.89900
  -0.66153
  -0.94233
   0.30973
   1.28585
   1.54509
   0.15491
  -4.38232
  -4.29150
  -3.34086
  -4.82384
  -2.62799
  -3.52730
  -4.23025
  -4.05486
  -5.02168
  -5.26834
  -4.47717
  -4.65610
  -6.62972
  -5.22923
  -5.37681
  -5.07647
  -3.60391
  -4.95565
  -4.54614
  -4.04460
  -4.89375
  -4.76657
  -2.65909
  -4.18366
Metropolis acceptance rate for gamma = 0.24962



MCMCoprobit iteration 110001 of 1050000 
beta = 
   4.79883
  -0.15696
   3.06184
  -1.75224
   0.75203
   0.82957
  -0.20818
  -1.87698
   1.39155
   1.12279
  -1.05578
   0.97123
  -1.98101
  -0.39054
   0.18079
   1.19693
   0.22835
  -1.67706
  -0.28756
  -0.47686
   0.32139
   1.35722
   1.52545
  -0.34787
  -4.43440
  -3.99493
  -4.49615
  -4.99679
  -2.61475
  -3.85250
  -4.60602
  -3.85521
  -5.09127
  -5.25176
  -4.53083
  -4.79457
  -7.49175
  -5.57343
  -4.58975
  -5.27146
  -3.43160
  -4.82096
  -4.27049
  -3.96255
  -4.97007
  -4.86512
  -2.81777
  -4.42702
Metropolis acceptance rate for gamma = 0.24887



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.36079
   0.02887
   3.22856
  -1.09628
   1.03286
   1.15439
  -0.20599
  -1.53518
   1.76898
   0.97911
  -0.87289
   1.39981
  -0.92840
  -0.29106
   0.80027
   1.97273
   0.62161
  -1.38709
  -0.07542
  -0.52803
   0.49490
   1.62297
   1.89686
   0.31133
  -3.96622
  -3.73611
  -3.38805
  -4.85119
  -2.01196
  -2.96189
  -3.94773
  -3.32266
  -4.88663
  -4.13208
  -4.12922
  -4.44856
  -5.58202
  -5.64108
  -4.65504
  -4.46470
  -3.09604
  -4.28034
  -4.34119
  -3.08347
  -4.76414
  -4.04845
  -2.41657
  -3.97848
Metropolis acceptance rate for gamma = 0.24891



MCMCoprobit iteration 130001 of 1050000 
beta = 
   4.35222
   0.17114
   2.71607
  -1.22326
   1.06518
   1.11723
   0.05844
  -1.30890
   1.55556
   1.41301
  -0.47303
   1.69503
  -0.91224
  -0.48092
   0.52721
   1.69774
   0.05663
  -1.38057
  -0.37839
  -0.45891
   0.87802
   1.46414
   1.52886
   0.60710
  -3.91828
  -3.40825
  -3.53561
  -4.69456
  -2.03196
  -3.81530
  -4.43243
  -3.56213
  -5.29840
  -4.72730
  -4.49041
  -4.95591
  -5.56970
  -5.64990
  -5.04916
  -4.92346
  -3.57905
  -4.48976
  -4.25357
  -3.69849
  -5.55441
  -4.20656
  -2.44274
  -3.97726
Metropolis acceptance rate for gamma = 0.24909



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.79464
  -0.32028
   2.91766
  -1.40186
   0.48743
   0.97150
  -0.32357
  -1.85188
   1.44857
   1.59040
  -0.21780
   1.60822
  -1.31532
  -0.38309
   0.27920
   1.20291
   0.46529
  -1.78254
  -0.37619
  -0.86620
   0.02388
   0.89702
   1.68797
   0.06598
  -4.55440
  -4.12398
  -3.90958
  -5.46252
  -2.41950
  -4.32035
  -4.56087
  -4.58738
  -5.01934
  -5.88479
  -4.93964
  -4.70748
  -6.64168
  -5.16123
  -5.21047
  -5.48139
  -3.70946
  -4.95387
  -4.60704
  -4.15191
  -5.04775
  -4.95235
  -2.94692
  -4.30899
Metropolis acceptance rate for gamma = 0.24939



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.33392
  -0.06507
   2.88005
  -1.65337
   0.81443
   1.07108
   0.26771
  -1.50770
   1.40156
   1.09365
  -0.97549
   1.64593
  -1.39233
  -0.46665
   0.29373
   1.57396
   0.38527
  -1.65516
  -0.50526
  -0.33109
   0.02394
   1.22203
   2.02995
  -0.12767
  -3.60491
  -3.38045
  -3.59241
  -4.81266
  -2.58542
  -3.53158
  -4.30939
  -3.61833
  -4.97199
  -4.63508
  -3.92656
  -4.54433
  -5.52129
  -4.91363
  -4.48710
  -4.35070
  -3.17896
  -4.57903
  -4.04382
  -3.40719
  -4.81708
  -4.74911
  -2.39124
  -4.12669
Metropolis acceptance rate for gamma = 0.24986



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.76032
  -0.30165
   2.78192
  -1.47126
   0.46062
   0.63609
  -0.47968
  -2.07656
   0.79206
   0.45875
  -1.42265
   1.23177
  -1.63328
  -1.12983
  -0.04037
   0.81365
  -0.01313
  -2.33380
  -1.15000
  -1.15212
  -0.45959
   0.67519
   0.98390
  -0.65367
  -4.17742
  -4.42682
  -3.96325
  -5.30648
  -2.92489
  -3.78361
  -4.35673
  -4.26097
  -5.14460
  -5.06462
  -4.53972
  -4.64837
  -7.48191
  -5.57081
  -4.76694
  -4.92282
  -3.23381
  -4.71762
  -4.03404
  -3.99699
  -4.65426
  -4.91072
  -3.14499
  -4.25964
Metropolis acceptance rate for gamma = 0.24935



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.41601
  -0.45705
   3.36612
  -1.20965
   0.88935
   0.94159
   0.06418
  -1.83110
   1.09399
   1.18951
  -0.67377
   1.51863
  -1.28907
  -0.39883
   0.29496
   1.45199
   0.26448
  -1.64746
  -0.50605
  -0.32992
   0.04839
   1.50252
   1.70379
   0.27882
  -4.16425
  -4.04058
  -3.40791
  -4.52580
  -2.34961
  -3.28426
  -4.41423
  -4.12708
  -5.28307
  -5.19782
  -4.16773
  -4.61104
  -5.67681
  -5.48502
  -5.02415
  -4.50106
  -2.82780
  -4.45697
  -4.11191
  -3.24652
  -4.66878
  -4.42531
  -2.76815
  -4.04543
Metropolis acceptance rate for gamma = 0.24886



MCMCoprobit iteration 180001 of 1050000 
beta = 
   4.38759
  -0.04658
   3.86327
  -0.96389
   0.53231
   1.50523
   0.09787
  -1.17103
   1.23756
   1.14071
  -0.77847
   1.47178
  -1.36747
  -0.36406
   0.37824
   1.61781
   0.55149
  -1.58404
  -0.25762
  -0.29847
   0.43610
   1.94687
   2.41677
   0.48807
  -3.75614
  -3.43637
  -3.58247
  -4.53273
  -2.24365
  -3.20886
  -4.33141
  -3.68918
  -5.10478
  -4.71764
  -4.03971
  -4.36043
  -5.50467
  -5.72187
  -4.40637
  -4.41344
  -2.76289
  -4.42449
  -4.28372
  -3.33617
  -4.69900
  -4.56043
  -2.64203
  -4.38006
Metropolis acceptance rate for gamma = 0.24889



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.33080
   0.71249
   3.61909
  -1.04461
   1.40823
   1.19593
   0.59393
  -1.44584
   1.49296
   1.59395
  -0.42808
   1.58271
  -0.91854
  -0.34926
   0.97403
   2.15098
   0.61469
  -1.48891
  -0.31476
  -0.35843
   0.45454
   1.51261
   2.32619
   0.53568
  -3.46649
  -3.67242
  -3.90702
  -5.38885
  -2.47429
  -3.23652
  -4.40510
  -3.42705
  -5.11683
  -4.55055
  -4.27033
  -4.27039
  -5.94605
  -4.71820
  -4.52463
  -4.63030
  -3.07180
  -4.31185
  -4.05929
  -3.07644
  -4.55643
  -4.17166
  -2.40673
  -4.09229
Metropolis acceptance rate for gamma = 0.24932



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.35219
   0.02179
   3.91075
  -1.38005
   0.85709
   0.95070
   0.16209
  -1.38386
   1.47708
   1.61635
  -0.70369
   1.75762
  -0.89501
  -0.79827
   0.77159
   2.55029
   1.02719
  -1.36449
  -0.57326
  -0.96565
   0.59173
   1.77976
   2.57650
   0.52801
  -4.24916
  -3.26630
  -3.37253
  -5.05471
  -2.36772
  -3.41356
  -4.43053
  -4.22152
  -5.34803
  -4.70139
  -4.41888
  -4.74843
  -6.26894
  -5.47199
  -4.64465
  -4.49040
  -3.66172
  -4.36514
  -4.00327
  -3.12280
  -4.78044
  -4.53495
  -2.47496
  -3.86141
Metropolis acceptance rate for gamma = 0.24927



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.32201
   0.25327
   4.06652
  -0.72031
   0.81606
   1.53897
   0.44156
  -1.29438
   1.78499
   1.35108
  -0.49029
   1.82070
  -0.68338
  -0.39222
   0.88634
   2.60911
   0.78745
  -1.69264
   0.26690
  -0.18869
   0.42636
   1.59198
   2.30734
   0.84895
  -3.59025
  -3.09954
  -3.23148
  -5.00024
  -2.27564
  -3.22991
  -4.49204
  -4.18775
  -5.55036
  -5.20359
  -4.21527
  -4.57336
  -6.03183
  -4.65647
  -4.38744
  -4.54931
  -3.21115
  -4.32682
  -3.62691
  -3.29598
  -5.26318
  -4.26632
  -2.72436
  -3.58525
Metropolis acceptance rate for gamma = 0.24930



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.12120
   0.78875
   3.66157
  -0.62215
   1.56472
   1.49250
   0.33286
  -0.82357
   2.02111
   1.81611
  -0.40507
   2.66093
  -0.95711
   0.00238
   1.24065
   1.91570
   0.75993
  -1.47277
  -0.05486
   0.11145
   1.06228
   2.33828
   2.76808
   0.85673
  -3.74961
  -3.30740
  -3.63369
  -4.80348
  -1.22200
  -2.90268
  -3.91047
  -3.88772
  -4.68985
  -4.77757
  -3.48781
  -4.37462
  -5.59731
  -4.60332
  -4.32275
  -4.76635
  -3.01448
  -4.10840
  -3.44493
  -3.34028
  -4.44574
  -4.34657
  -2.08330
  -3.91181
Metropolis acceptance rate for gamma = 0.24915



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.20127
   0.26311
   3.64060
  -0.82817
   1.03163
   1.31668
   0.42356
  -1.22908
   2.26315
   2.04638
  -0.49354
   1.61197
  -0.91590
  -0.36515
   1.24694
   2.31722
   0.86874
  -1.53200
  -0.43675
   0.22437
   0.57567
   1.83945
   2.47396
   0.91984
  -4.09348
  -3.60315
  -3.83228
  -4.83075
  -2.05310
  -3.38705
  -4.18374
  -3.63430
  -5.24754
  -5.24785
  -3.67612
  -4.13726
  -5.79634
  -4.77010
  -4.41416
  -5.07612
  -2.75608
  -4.01083
  -3.65950
  -2.76536
  -4.97642
  -3.81353
  -2.46536
  -4.09039
Metropolis acceptance rate for gamma = 0.24924



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.71135
  -0.18141
   3.34244
  -1.04767
   0.87053
   1.19102
   0.22607
  -1.55667
   1.83712
   1.66509
  -0.89919
   1.77073
  -0.94126
  -0.17960
   0.42779
   1.40582
   0.94260
  -1.39954
  -0.30753
  -0.63627
   0.56761
   1.94551
   2.20099
   0.50839
  -4.08311
  -3.58127
  -3.92893
  -5.84512
  -2.52344
  -3.67697
  -5.26606
  -4.31549
  -5.20244
  -5.70080
  -4.44648
  -4.59277
  -5.73071
  -5.72755
  -5.18067
  -4.96181
  -3.26086
  -5.30615
  -4.55896
  -3.81221
  -5.58515
  -4.59330
  -2.87835
  -4.46509
Metropolis acceptance rate for gamma = 0.24903



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.77415
  -0.16210
   2.62165
  -1.32843
   0.52902
   1.04054
  -0.03935
  -1.94444
   1.62908
   0.85494
  -1.27426
   1.21941
  -1.43914
  -0.86553
   0.28674
   1.53161
   0.29871
  -2.08148
  -0.87285
  -0.46519
   0.43977
   0.45470
   1.72374
   0.20359
  -3.98479
  -3.53835
  -4.00556
  -5.14642
  -2.74558
  -3.80595
  -5.06756
  -4.10589
  -5.32170
  -5.29634
  -4.82146
  -4.89180
  -6.71841
  -5.01283
  -5.31469
  -5.04956
  -3.39759
  -4.34830
  -4.59135
  -4.06041
  -5.32150
  -4.88080
  -2.85233
  -4.43355
Metropolis acceptance rate for gamma = 0.24919



MCMCoprobit iteration 260001 of 1050000 
beta = 
   4.60597
  -1.02025
   3.24053
  -1.44602
   0.89474
   0.75521
  -0.14671
  -1.27320
   1.50822
   1.27458
  -0.74549
   1.79452
  -1.12064
  -0.63493
   0.14808
   1.65461
   0.42379
  -1.53657
  -0.86979
  -0.11321
   0.20287
   1.06374
   1.64617
   0.38791
  -3.96282
  -4.10414
  -4.04887
  -4.91279
  -2.47247
  -3.32450
  -4.60352
  -3.32758
  -5.34149
  -5.46922
  -4.00216
  -4.84317
  -5.91554
  -5.93434
  -5.25226
  -4.90874
  -3.08867
  -4.95417
  -4.18430
  -3.77862
  -5.11434
  -3.85973
  -2.11161
  -4.53079
Metropolis acceptance rate for gamma = 0.24931



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.26598
  -0.06329
   3.77107
  -0.67185
   1.22343
   1.37261
   0.72076
  -1.13413
   1.89291
   1.51567
  -0.49051
   1.45349
  -1.03136
  -0.26631
   0.70954
   1.98852
   1.25952
  -1.68241
  -0.12576
   0.19517
   1.38128
   1.69357
   2.11213
   1.34981
  -3.74759
  -3.79101
  -3.48155
  -4.79878
  -2.18991
  -3.45937
  -4.05846
  -3.53383
  -4.84446
  -4.68115
  -4.11930
  -3.96799
  -5.78628
  -4.92868
  -4.89877
  -4.86058
  -3.14448
  -3.99144
  -3.79850
  -3.10942
  -4.64397
  -4.22410
  -2.21493
  -3.77578
Metropolis acceptance rate for gamma = 0.24933



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.37063
  -0.64290
   3.49850
  -0.60435
   0.98791
   1.13055
   0.96264
  -1.37790
   1.60375
   1.84700
  -0.31756
   1.74609
  -1.25201
  -0.53936
   0.44158
   1.76654
   0.68840
  -1.37111
  -0.10414
   0.41304
   0.75083
   1.63594
   2.19833
   0.08873
  -4.19786
  -3.46516
  -3.64256
  -5.11754
  -2.13724
  -3.18748
  -4.19235
  -3.70688
  -4.77514
  -5.18611
  -4.06749
  -4.27432
  -6.06357
  -4.82940
  -4.94207
  -4.99780
  -3.27266
  -4.39586
  -3.56440
  -3.79971
  -4.46189
  -4.20596
  -2.47370
  -4.26738
Metropolis acceptance rate for gamma = 0.24941



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.13612
  -0.27496
   3.51397
  -0.78157
   0.89299
   1.53252
   0.40016
  -1.45946
   1.68461
   1.30150
   0.56189
   1.57358
  -0.77664
  -0.50718
   0.56524
   1.57831
   0.64797
  -1.37321
  -0.42148
   0.07651
   0.49397
   1.55596
   1.97875
   0.63789
  -3.85009
  -3.46891
  -3.49665
  -4.55055
  -2.47254
  -2.92057
  -3.40079
  -3.01082
  -4.79964
  -4.88129
  -3.57132
  -4.33535
  -5.36378
  -4.80228
  -4.70934
  -3.95519
  -2.86434
  -3.99025
  -3.83298
  -3.13417
  -4.41728
  -4.04418
  -2.23158
  -3.68185
Metropolis acceptance rate for gamma = 0.24913



MCMCoprobit iteration 300001 of 1050000 
beta = 
   4.70380
  -0.33312
   3.14980
  -1.61881
   0.68129
   0.72111
  -0.16271
  -1.62609
   1.52758
   1.29495
  -1.25282
   1.07540
  -1.77842
  -0.92237
   0.24823
   1.47197
   0.17997
  -1.68941
  -0.71023
  -0.22963
   0.03694
   1.03988
   1.61815
  -0.15446
  -4.31883
  -3.79451
  -4.15715
  -4.88635
  -2.42746
  -3.71160
  -4.16820
  -3.72922
  -5.58795
  -5.45748
  -4.48132
  -4.76228
  -5.61482
  -6.04299
  -5.30344
  -4.70078
  -3.38031
  -4.66983
  -4.26656
  -3.73193
  -5.60978
  -4.11349
  -2.83524
  -4.36790
Metropolis acceptance rate for gamma = 0.24915



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.61957
  -0.19788
   3.13515
  -1.45038
   0.73965
   0.99290
  -0.21837
  -1.90022
   1.70428
   0.83857
  -0.72106
   1.56904
  -1.68742
  -0.84802
   0.31836
   1.19529
   0.17612
  -1.73484
  -0.99427
  -0.85016
   0.20952
   0.78388
   1.55559
  -0.12824
  -4.30231
  -4.11461
  -3.97534
  -5.03742
  -2.26244
  -3.04680
  -4.15364
  -3.61532
  -5.87277
  -5.10401
  -4.35130
  -5.05325
  -6.34618
  -5.52216
  -5.14658
  -4.71347
  -3.31693
  -4.43392
  -4.34687
  -3.69333
  -5.12076
  -4.79161
  -2.99165
  -3.94730
Metropolis acceptance rate for gamma = 0.24906



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.65997
   0.01751
   2.85284
  -1.13262
   0.67702
   1.23341
  -0.48182
  -1.50180
   1.35979
   1.26137
  -0.74337
   0.97820
  -1.31097
  -0.74938
   0.21099
   1.25699
   0.22624
  -2.20641
  -0.39108
  -0.31675
  -0.24575
   0.88814
   1.47579
   0.02810
  -4.21449
  -4.06374
  -4.17626
  -5.36541
  -2.50776
  -3.64363
  -4.37529
  -4.18551
  -5.60016
  -5.47698
  -4.00581
  -4.70355
  -5.21611
  -5.51754
  -4.75161
  -4.70602
  -3.76514
  -4.67322
  -4.91545
  -4.01942
  -5.02455
  -4.58733
  -3.04142
  -4.26853
Metropolis acceptance rate for gamma = 0.24892



MCMCoprobit iteration 330001 of 1050000 
beta = 
   5.37405
  -0.44045
   2.68896
  -1.91420
   0.47473
   0.33321
  -0.61180
  -2.28546
   0.58676
   0.50066
  -0.80615
   1.09810
  -1.52936
  -1.14094
  -0.04404
   1.01651
  -0.01867
  -2.37118
  -1.27878
  -0.71233
  -0.15315
   0.33236
   1.50697
   0.02337
  -5.08066
  -4.54702
  -4.52462
  -5.82675
  -2.65114
  -4.14291
  -5.43238
  -4.54466
  -5.63148
  -5.91931
  -5.89465
  -5.21707
  -7.09217
  -6.30412
  -5.67089
  -6.15303
  -3.84579
  -5.74024
  -4.91225
  -3.98365
  -6.29306
  -5.37869
  -3.20593
  -4.85358
Metropolis acceptance rate for gamma = 0.24904



MCMCoprobit iteration 340001 of 1050000 
beta = 
   4.15015
  -0.33713
   3.70541
  -0.78440
   1.02844
   0.89936
   0.23135
  -1.35638
   1.96038
   1.59780
   0.11163
   1.47719
  -0.96750
  -0.29727
   1.01466
   2.09514
   0.89721
  -1.08247
   0.17682
  -0.16888
   0.16188
   1.47292
   1.73258
   0.21870
  -3.29427
  -3.40072
  -3.36271
  -4.83299
  -2.05285
  -3.20002
  -4.33425
  -3.39325
  -4.41616
  -4.63192
  -4.15364
  -3.98387
  -5.46115
  -4.36363
  -3.76856
  -4.07049
  -2.71831
  -3.97582
  -3.56254
  -3.39989
  -5.01350
  -4.38811
  -2.30997
  -3.53694
Metropolis acceptance rate for gamma = 0.24913



MCMCoprobit iteration 350001 of 1050000 
beta = 
   4.62339
  -0.55935
   2.99378
  -1.24306
   0.38960
   0.69299
  -0.20553
  -1.65439
   1.16792
   0.84023
  -0.81516
   1.39806
  -1.68182
  -0.73246
  -0.02488
   1.28995
   0.28617
  -1.98667
  -1.09038
  -0.36404
   0.09599
   1.38753
   1.98820
  -0.23166
  -4.11374
  -3.64988
  -3.48886
  -4.54674
  -2.42041
  -3.81041
  -4.54754
  -4.29809
  -5.07352
  -5.59970
  -4.57661
  -5.02396
  -7.26307
  -5.86054
  -5.45249
  -5.12367
  -3.82564
  -5.01376
  -4.35818
  -3.63067
  -5.33813
  -4.85993
  -3.01109
  -3.97334
Metropolis acceptance rate for gamma = 0.24921



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.54781
  -0.02873
   3.47433
  -0.88998
   0.94291
   1.37906
   0.09104
  -1.59042
   1.56226
   1.31580
  -0.59608
   1.33667
  -1.72422
  -0.26234
   0.19415
   1.90919
   0.71269
  -1.48826
  -0.65087
  -0.90111
   0.71470
   1.65116
   2.07336
   0.55046
  -3.97574
  -3.61633
  -3.71656
  -4.84913
  -2.38622
  -3.42292
  -4.13477
  -3.79953
  -5.50046
  -5.33136
  -4.23315
  -4.41142
  -6.18303
  -5.27684
  -5.04720
  -4.95745
  -3.60220
  -4.80545
  -4.08949
  -3.32824
  -5.45424
  -4.11866
  -2.74288
  -4.20767
Metropolis acceptance rate for gamma = 0.24922



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.98691
  -0.21888
   3.65001
  -1.29547
   0.73472
   0.97340
   0.09547
  -1.40112
   1.26095
   0.51750
  -0.76851
   1.30558
  -1.55692
  -0.82321
  -0.01753
   1.28870
   0.00638
  -1.73352
  -0.97482
  -0.17700
   0.19678
   1.60635
   2.07317
   0.44924
  -4.51066
  -4.28714
  -4.11015
  -4.80808
  -2.38144
  -3.95271
  -5.41651
  -3.77392
  -5.66719
  -5.48025
  -4.61735
  -5.14874
  -6.12210
  -5.52871
  -5.35986
  -5.80190
  -3.74836
  -4.94005
  -4.10686
  -4.28576
  -6.01428
  -4.92140
  -2.92002
  -4.56642
Metropolis acceptance rate for gamma = 0.24938



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.94248
  -0.21023
   2.94551
  -1.56607
   0.59143
   1.20910
  -0.46008
  -1.80350
   1.32157
   0.79750
  -0.86141
   1.15763
  -1.67490
  -0.89977
  -0.07726
   1.32740
   0.41987
  -1.93778
  -0.49617
  -0.75971
  -0.38755
   1.90176
   2.08190
  -0.38999
  -4.52269
  -4.24486
  -4.27578
  -4.92350
  -2.66416
  -3.98691
  -5.23269
  -4.04124
  -5.65340
  -5.97444
  -4.99585
  -5.05430
  -6.52857
  -5.22538
  -5.22799
  -4.97774
  -3.70478
  -5.07550
  -4.35978
  -4.17475
  -5.42952
  -4.84269
  -3.33079
  -4.65239
Metropolis acceptance rate for gamma = 0.24945



MCMCoprobit iteration 390001 of 1050000 
beta = 
   3.95986
   0.74591
   4.16444
  -0.74714
   1.69410
   1.60427
   0.16418
  -0.94866
   2.09797
   1.76217
   0.02001
   2.07686
  -0.54454
  -0.08061
   0.65927
   2.47729
   1.08496
  -0.91918
   0.57387
   0.17115
   0.72024
   1.99595
   3.23934
   0.87084
  -3.64248
  -3.43329
  -2.85992
  -4.47151
  -2.28527
  -2.92081
  -3.41759
  -3.27559
  -4.51378
  -5.74293
  -4.11060
  -4.10096
  -5.28173
  -4.63717
  -4.35254
  -4.51855
  -2.90325
  -3.71127
  -3.96035
  -3.03489
  -5.17994
  -3.74271
  -2.22500
  -3.95516
Metropolis acceptance rate for gamma = 0.24939



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.65284
  -0.28784
   3.58062
  -0.87316
   1.35188
   0.93006
   0.26363
  -1.26959
   1.57793
   1.35787
  -1.07314
   1.80597
  -1.14458
  -0.48060
   0.65176
   1.87291
   0.20554
  -1.55812
  -0.08617
  -0.25586
  -0.19370
   1.80169
   2.42894
   0.33785
  -4.05747
  -3.87385
  -3.56871
  -5.19856
  -2.26402
  -3.37831
  -4.99186
  -4.15141
  -5.33378
  -4.80832
  -4.03650
  -4.93331
  -6.65520
  -5.60345
  -4.54374
  -5.04400
  -3.13114
  -4.21626
  -4.43669
  -3.15808
  -5.16568
  -4.43749
  -2.42347
  -4.35612
Metropolis acceptance rate for gamma = 0.24931



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.17608
   0.59325
   3.70147
  -0.99651
   1.22245
   1.89778
   0.42827
  -1.28833
   2.09701
   1.81730
  -0.14821
   1.58416
  -0.88985
  -0.17727
   0.80978
   1.96470
   0.79740
  -1.63736
  -0.43435
  -0.24169
   0.79281
   2.09821
   2.78595
   0.64453
  -3.84417
  -3.30522
  -3.29440
  -4.66427
  -2.07175
  -3.21229
  -4.02702
  -3.23576
  -4.33918
  -4.28115
  -3.76900
  -4.77605
  -6.66324
  -5.18337
  -4.17289
  -4.46222
  -2.95928
  -4.26526
  -3.83638
  -3.37101
  -4.77008
  -4.35467
  -2.18990
  -3.95090
Metropolis acceptance rate for gamma = 0.24921



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.76577
   0.22563
   3.60646
  -0.98405
   1.07845
   1.18419
   0.29002
  -1.93474
   1.73396
   0.96931
   0.56448
   1.84994
  -1.59617
  -0.58230
   0.59215
   2.06081
   0.94769
  -1.60121
  -0.38514
  -0.44992
   0.23119
   1.83303
   2.30599
   0.42727
  -4.29622
  -3.40445
  -3.68695
  -4.99223
  -2.58366
  -3.56072
  -4.40492
  -4.03964
  -5.57822
  -5.13286
  -4.15181
  -4.92757
  -5.61302
  -5.56931
  -5.21665
  -4.79200
  -3.41142
  -4.70974
  -4.52655
  -4.23821
  -5.61980
  -4.65681
  -2.78426
  -4.41676
Metropolis acceptance rate for gamma = 0.24944



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.31500
   0.15003
   3.44249
  -1.00932
   1.36926
   1.24312
   0.38047
  -1.50797
   1.25174
   1.62478
  -0.76290
   1.97605
  -1.04692
  -0.40724
   0.64892
   1.58235
   0.73454
  -1.65699
  -0.11004
  -0.17316
   0.46708
   1.87880
   2.16164
   0.94395
  -3.55039
  -3.83074
  -3.39146
  -4.51810
  -2.10071
  -3.40018
  -4.15687
  -3.41941
  -4.92477
  -4.79409
  -4.28628
  -4.68375
  -5.05024
  -5.17919
  -4.95756
  -4.30822
  -2.89110
  -4.28053
  -3.86691
  -3.10334
  -4.72679
  -4.40135
  -2.32211
  -4.25020
Metropolis acceptance rate for gamma = 0.24937



MCMCoprobit iteration 440001 of 1050000 
beta = 
   4.32249
   0.14720
   3.64398
  -0.77984
   0.65429
   1.38264
   0.33280
  -1.26017
   1.41168
   1.25849
   0.19464
   2.10814
  -0.81869
   0.01046
   0.84949
   1.72773
   0.50838
  -1.43902
  -0.15947
   0.08963
   0.45192
   1.56073
   1.99716
   0.13594
  -3.62972
  -3.13220
  -3.70163
  -5.13767
  -2.02971
  -2.92856
  -3.84494
  -3.99791
  -4.49948
  -4.51448
  -3.95858
  -4.83319
  -5.66457
  -5.51714
  -5.26791
  -4.78961
  -3.03839
  -4.42043
  -3.95162
  -3.58373
  -5.07127
  -3.91118
  -2.13428
  -3.65347
Metropolis acceptance rate for gamma = 0.24924



MCMCoprobit iteration 450001 of 1050000 
beta = 
   5.04363
  -0.90011
   2.72820
  -1.80621
   0.20001
   0.74940
  -0.60882
  -2.14984
   1.35195
   1.34370
  -0.99268
   1.06704
  -1.75903
  -1.20883
  -0.16280
   1.27075
   0.00573
  -2.04853
  -1.02506
  -0.62435
   0.27369
   1.17106
   1.70945
   0.05844
  -4.83886
  -4.40962
  -4.37255
  -5.05117
  -3.13092
  -3.74308
  -4.81223
  -4.18167
  -5.26381
  -5.35550
  -4.94563
  -5.41044
  -6.99426
  -5.81055
  -5.40631
  -5.56677
  -4.22695
  -5.23128
  -4.72554
  -3.77284
  -5.81131
  -4.96717
  -3.25525
  -4.97354
Metropolis acceptance rate for gamma = 0.24932



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.51073
  -0.12345
   3.51504
  -1.14521
   0.77006
   1.01282
   0.09082
  -1.57722
   1.35936
   1.42258
  -0.03020
   1.64766
  -1.22728
  -0.70809
   0.05762
   1.71542
   0.52939
  -1.76963
  -0.24248
  -0.35251
   0.14870
   2.03169
   1.97558
   0.21216
  -4.22735
  -3.74516
  -4.06597
  -4.78553
  -2.08320
  -3.65034
  -4.56072
  -3.85956
  -5.22989
  -4.94602
  -4.18532
  -4.33729
  -6.73084
  -5.40269
  -4.45778
  -4.51804
  -3.29035
  -4.95917
  -4.45062
  -3.61573
  -4.88969
  -4.54413
  -2.62572
  -4.42862
Metropolis acceptance rate for gamma = 0.24949



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.90730
  -0.20378
   2.88447
  -1.00844
   0.61776
   1.07805
  -0.25285
  -1.66073
   1.66904
   1.09430
  -0.69444
   1.03479
  -1.45164
  -0.62968
   0.75956
   1.68568
   0.08193
  -2.10481
  -0.94040
  -0.26641
   0.26834
   0.73405
   1.71807
   0.85068
  -4.01447
  -4.22121
  -3.63267
  -5.32081
  -2.74266
  -3.43992
  -5.06715
  -4.50583
  -5.25483
  -5.75120
  -4.83067
  -5.42580
  -8.50985
  -5.66640
  -4.96926
  -4.83935
  -3.37996
  -5.10014
  -4.71781
  -3.46245
  -5.86901
  -4.69985
  -2.57879
  -4.72024
Metropolis acceptance rate for gamma = 0.24940



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.82832
  -0.38650
   3.28488
  -1.14152
   0.82523
   1.17331
   0.33352
  -1.49674
   1.41982
   1.73656
  -1.03190
   1.59222
  -1.30211
  -0.40586
   0.45570
   1.77219
   0.24714
  -1.36709
  -0.65983
  -0.89055
   0.11682
   1.54702
   1.78329
   0.30161
  -4.27790
  -3.96914
  -3.42631
  -5.01483
  -2.64146
  -3.64724
  -4.43234
  -4.37882
  -5.00963
  -5.70841
  -4.46790
  -4.81254
  -6.22360
  -5.68578
  -5.36945
  -5.01345
  -3.76268
  -4.86945
  -4.68386
  -3.48213
  -5.61549
  -4.81733
  -2.97697
  -4.27065
Metropolis acceptance rate for gamma = 0.24939



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.28585
   0.13291
   3.64358
  -0.67052
   1.57483
   1.85123
   0.30479
  -1.04780
   1.84728
   1.66644
  -0.33091
   1.76694
  -0.68992
  -0.12880
   0.32389
   2.07009
   1.03118
  -1.65183
  -0.10983
   0.11279
   1.08577
   1.94357
   2.47991
   0.32915
  -3.65736
  -2.80135
  -3.42209
  -4.48378
  -2.04374
  -3.04461
  -4.05364
  -3.51429
  -5.21679
  -4.95629
  -3.90046
  -4.50217
  -6.04947
  -4.74682
  -4.41035
  -4.72412
  -2.82112
  -4.19670
  -3.74891
  -3.62862
  -4.51599
  -3.95448
  -1.81361
  -3.59067
Metropolis acceptance rate for gamma = 0.24929



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.07255
   0.16680
   3.76525
  -0.76842
   1.50389
   1.62206
   0.53275
  -0.87769
   1.87856
   1.51218
  -0.31362
   2.06233
  -0.84249
  -0.05180
   0.85005
   1.82385
   0.84026
  -1.34208
  -0.22602
  -0.24424
   0.99498
   1.63593
   2.19446
   0.58992
  -3.53068
  -3.75394
  -3.40791
  -4.60587
  -1.79079
  -2.74282
  -4.02264
  -3.58093
  -4.70339
  -4.56942
  -3.43524
  -4.00293
  -5.38534
  -4.72311
  -3.88439
  -4.76296
  -2.91196
  -3.72160
  -3.53738
  -2.96534
  -4.50205
  -3.71422
  -2.33007
  -3.96865
Metropolis acceptance rate for gamma = 0.24916



MCMCoprobit iteration 510001 of 1050000 
beta = 
   4.48401
  -0.52264
   3.84399
  -0.70575
   0.96539
   1.77989
   0.40272
  -1.17953
   1.65960
   1.34404
  -0.17799
   1.73970
  -1.17830
  -0.71482
   0.63215
   1.76554
   0.85839
  -1.26029
   0.01116
   0.02207
   0.72134
   1.96090
   2.37124
   0.63517
  -4.13533
  -3.43723
  -3.74798
  -5.39856
  -2.67910
  -3.35545
  -4.41222
  -3.79084
  -5.04877
  -5.00654
  -4.42659
  -4.88384
  -7.01755
  -5.28179
  -4.60505
  -4.45049
  -3.22338
  -4.78215
  -4.22401
  -3.75378
  -4.60701
  -4.72911
  -2.24114
  -3.94064
Metropolis acceptance rate for gamma = 0.24924



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.09434
   0.11541
   4.10821
  -0.47081
   1.54120
   1.24725
   0.45878
  -0.58281
   1.96700
   1.42784
  -0.20776
   1.67424
  -0.44531
  -0.05623
   1.17257
   2.35762
   1.09445
  -1.09837
  -0.41523
  -0.08787
   1.08884
   2.21188
   2.60121
   0.65560
  -3.29996
  -3.20888
  -2.78214
  -4.64073
  -2.22564
  -2.96653
  -3.91574
  -3.48570
  -4.04738
  -4.52747
  -3.45246
  -4.48173
  -6.23260
  -5.30648
  -4.87117
  -4.11846
  -2.94511
  -4.36748
  -3.93402
  -2.80902
  -4.71552
  -3.95709
  -1.85541
  -3.47054
Metropolis acceptance rate for gamma = 0.24933



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.36007
   0.30588
   3.34218
  -0.95477
   0.86649
   1.12900
   0.05827
  -1.65047
   1.67451
   1.20813
  -0.24374
   1.49554
  -0.61390
  -0.40390
   0.49390
   1.77298
   0.65493
  -1.33162
  -0.05365
   0.02307
   0.79878
   1.33921
   2.05898
   0.43100
  -4.06034
  -3.71334
  -3.61639
  -5.08282
  -2.14271
  -3.25468
  -4.46227
  -3.73357
  -5.04170
  -5.30075
  -3.82196
  -4.31594
  -6.60663
  -5.17869
  -4.41813
  -4.72000
  -2.89813
  -4.37745
  -4.23936
  -3.48005
  -4.84362
  -4.51536
  -2.27607
  -4.27321
Metropolis acceptance rate for gamma = 0.24945



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.01074
   0.03139
   3.18164
  -0.85734
   0.74124
   1.29913
  -0.21828
  -1.61331
   1.42398
   1.12894
  -0.68353
   1.43438
  -1.05599
  -0.52972
   0.23193
   1.78064
   0.65364
  -1.32793
  -0.17397
  -0.12130
  -0.20895
   1.46209
   1.96953
   0.67590
  -3.74749
  -3.03073
  -2.77836
  -4.82767
  -2.30861
  -3.06894
  -4.39094
  -3.53082
  -5.25278
  -5.08008
  -4.08800
  -4.05432
  -5.05315
  -5.17579
  -4.60614
  -4.50304
  -2.77443
  -4.40207
  -3.89358
  -3.76453
  -4.87602
  -3.83149
  -2.42282
  -3.73603
Metropolis acceptance rate for gamma = 0.24917



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.41605
   0.20038
   3.08761
  -1.17874
   0.86060
   1.05815
   0.06051
  -1.34701
   1.40331
   1.26146
  -0.56325
   1.22797
  -1.06982
  -0.40647
   1.04113
   1.69388
   0.40718
  -1.93570
   0.20486
  -0.13955
   0.55512
   1.21247
   1.88503
   0.41620
  -4.08559
  -3.70087
  -3.52551
  -4.99454
  -2.79610
  -3.52044
  -4.23033
  -3.86036
  -5.03783
  -5.00654
  -4.40803
  -4.53080
  -5.88302
  -5.40028
  -4.87136
  -4.79224
  -3.12795
  -4.88400
  -4.46066
  -3.42087
  -4.94877
  -4.46133
  -2.35128
  -4.04000
Metropolis acceptance rate for gamma = 0.24924



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.14423
   0.15360
   3.04423
  -1.17465
   0.62577
   1.29119
  -0.13219
  -0.98219
   1.31988
   1.13449
  -0.70659
   1.67048
  -1.27147
  -0.35103
   0.35478
   1.69382
   0.71103
  -1.51349
   0.01148
  -0.10901
   0.13130
   1.33642
   1.89082
  -0.00190
  -3.58598
  -3.64687
  -3.08263
  -4.43307
  -2.23607
  -3.04498
  -4.18159
  -3.29419
  -4.71742
  -4.92547
  -4.59852
  -4.29524
  -6.46160
  -5.05558
  -4.60753
  -4.26358
  -2.63819
  -4.15920
  -3.90611
  -3.08536
  -4.48549
  -4.36093
  -2.74716
  -3.59639
Metropolis acceptance rate for gamma = 0.24908



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.62673
  -0.05271
   3.75421
  -1.27790
   0.86349
   1.70749
   0.18446
  -1.83960
   1.81926
   1.70312
  -0.05844
   1.74366
  -1.55478
  -0.53552
   0.90400
   2.00813
   0.43201
  -1.49479
  -0.89693
  -0.19486
   0.13010
   1.49392
   1.91505
   0.76995
  -4.21431
  -3.67135
  -3.53767
  -4.92899
  -2.41780
  -3.92305
  -4.68892
  -3.46401
  -5.13233
  -5.55417
  -4.47667
  -5.05874
  -6.06929
  -5.56737
  -5.43999
  -4.95962
  -3.18229
  -4.46473
  -4.54507
  -3.66930
  -5.49612
  -4.27959
  -2.85753
  -4.03483
Metropolis acceptance rate for gamma = 0.24888



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.81454
  -0.11474
   3.68228
  -1.08523
   1.13232
   1.42953
   0.05292
  -1.64006
   1.52430
   1.65847
  -1.15769
   1.84058
  -1.52837
  -0.46945
   0.74407
   1.80145
   0.66089
  -1.68844
  -0.10384
  -1.22499
   0.05126
   1.36313
   2.21737
   0.68740
  -4.56475
  -4.03004
  -3.46585
  -5.11884
  -2.51915
  -3.57871
  -4.61788
  -3.84906
  -5.17751
  -5.27719
  -4.54135
  -4.85039
  -6.53305
  -5.64126
  -5.49863
  -4.79090
  -3.96090
  -4.90542
  -4.59174
  -3.30301
  -5.26173
  -4.78233
  -2.67413
  -4.25732
Metropolis acceptance rate for gamma = 0.24890



MCMCoprobit iteration 590001 of 1050000 
beta = 
   4.26852
  -0.16794
   3.91176
  -0.83098
   0.82217
   1.47561
   0.62455
  -1.01438
   1.35079
   1.53810
   0.02160
   2.04138
  -1.09897
  -0.21926
   1.27743
   2.40123
   0.85761
  -1.61861
  -0.15912
  -0.18716
   0.56800
   1.34755
   2.29111
   0.43364
  -3.75868
  -3.67577
  -3.56804
  -5.00890
  -2.12723
  -3.46729
  -4.29555
  -3.32534
  -4.22926
  -4.91504
  -4.25241
  -4.49705
  -6.37438
  -5.12946
  -4.44945
  -4.33816
  -2.86865
  -4.31724
  -4.32146
  -3.62955
  -4.84388
  -3.93004
  -2.43770
  -3.50189
Metropolis acceptance rate for gamma = 0.24895



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.44072
   0.30258
   3.66613
  -1.23821
   1.19677
   1.18703
   0.48168
  -1.64105
   1.32650
   1.20095
  -0.32983
   1.71712
  -0.78074
  -0.60956
   1.17272
   2.26354
   0.42615
  -1.50015
  -0.46333
  -0.01740
   0.97979
   1.20825
   2.14780
   0.44745
  -3.96471
  -3.25851
  -3.60133
  -5.23515
  -2.49985
  -3.50196
  -4.52901
  -3.56114
  -5.31076
  -4.84030
  -3.84484
  -4.77337
  -5.62640
  -4.71458
  -4.39311
  -5.01435
  -3.49096
  -4.48382
  -4.34315
  -3.86668
  -5.15132
  -4.25183
  -2.32951
  -4.12678
Metropolis acceptance rate for gamma = 0.24910



MCMCoprobit iteration 610001 of 1050000 
beta = 
   4.71539
  -0.66726
   3.44688
  -1.14506
   0.65053
   0.80568
   0.08485
  -1.67337
   1.51248
   1.52505
  -0.52256
   1.49425
  -1.64031
  -0.82276
   0.33271
   1.86012
   0.46576
  -1.73018
  -0.37408
  -0.30021
   0.37886
   1.60616
   1.82197
   0.21203
  -4.21349
  -3.89731
  -3.43968
  -5.05248
  -2.49991
  -3.72370
  -4.35013
  -4.20577
  -5.28803
  -4.91654
  -4.31314
  -4.67160
  -5.54276
  -5.81095
  -5.27006
  -5.14881
  -3.44355
  -4.70535
  -4.21040
  -3.54250
  -5.35373
  -4.15884
  -2.73213
  -4.32648
Metropolis acceptance rate for gamma = 0.24899



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.35535
  -0.12245
   3.25411
  -1.70371
   1.43461
   1.22963
   0.20739
  -1.41235
   1.32617
   1.53598
  -0.68919
   2.08422
  -1.39399
  -0.60156
   0.61020
   1.85837
   0.21179
  -1.57624
  -0.25007
  -0.39835
   0.40087
   1.46646
   2.01336
   0.44367
  -3.36721
  -3.55994
  -3.20824
  -4.94109
  -2.04520
  -2.96975
  -4.10610
  -3.61744
  -4.99539
  -5.63083
  -4.25815
  -4.57874
  -6.01450
  -5.36905
  -4.79055
  -4.54709
  -3.01133
  -4.49139
  -3.66508
  -3.56589
  -5.39257
  -3.83398
  -2.09402
  -4.16235
Metropolis acceptance rate for gamma = 0.24886



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.09603
  -0.07657
   3.81935
  -0.69916
   1.79038
   1.54071
   0.22469
  -1.30474
   2.05286
   2.14704
   0.23270
   2.23078
  -1.09735
  -0.10890
   0.84754
   2.14795
   1.00441
  -0.69912
   0.12327
   0.34781
   0.62498
   1.80141
   2.37801
   0.89195
  -3.59568
  -3.21208
  -3.37044
  -4.77685
  -2.37366
  -2.61241
  -3.75783
  -3.41193
  -4.23481
  -4.71478
  -3.82370
  -4.27257
  -6.04753
  -5.44021
  -4.20648
  -4.81502
  -2.98520
  -4.24099
  -3.58258
  -3.26917
  -4.59830
  -4.10859
  -2.14168
  -3.53262
Metropolis acceptance rate for gamma = 0.24893



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.41116
  -0.28822
   3.56086
  -0.96149
   1.12634
   1.17213
   0.26726
  -1.33569
   1.27141
   1.64400
  -0.71777
   1.69505
  -0.82757
  -0.04593
   0.45192
   1.91921
   0.35076
  -1.48970
  -0.00188
  -0.15609
   0.23344
   1.45112
   1.99533
   0.45318
  -3.82005
  -3.59418
  -3.31045
  -4.42780
  -2.41398
  -3.48284
  -4.18346
  -3.55396
  -4.88174
  -4.90179
  -4.15218
  -4.55422
  -6.90039
  -4.60285
  -4.69176
  -4.37579
  -3.38915
  -4.40548
  -4.10489
  -3.94613
  -5.05742
  -4.15626
  -2.28289
  -3.85793
Metropolis acceptance rate for gamma = 0.24894



MCMCoprobit iteration 650001 of 1050000 
beta = 
   4.29009
  -0.35721
   3.54720
  -0.67708
   1.51753
   1.42534
   0.00533
  -1.27114
   1.47331
   1.49595
  -0.55305
   2.12275
  -0.90042
  -0.15449
   0.63690
   1.54170
   1.09282
  -1.84438
  -0.32663
  -0.25171
   0.83422
   1.68200
   2.23893
   0.70015
  -3.56134
  -4.09531
  -3.61782
  -4.71905
  -2.35342
  -3.35084
  -4.14616
  -3.80424
  -4.57245
  -4.77111
  -3.75321
  -4.84987
  -5.06407
  -5.37976
  -4.37816
  -4.39015
  -3.43333
  -4.01963
  -3.78459
  -3.30665
  -5.06391
  -4.10640
  -2.24388
  -4.41210
Metropolis acceptance rate for gamma = 0.24895



MCMCoprobit iteration 660001 of 1050000 
beta = 
   4.77718
   0.06741
   3.18560
  -1.21478
   1.08216
   0.95593
  -0.09593
  -1.88049
   1.07522
   0.98262
  -0.35521
   1.34359
  -1.29416
  -0.58186
   0.24579
   1.26182
   0.26201
  -1.71672
  -0.61195
  -0.21005
   0.24252
   1.37018
   2.09899
   0.13538
  -4.24863
  -4.27103
  -3.79273
  -5.38778
  -2.57873
  -3.17621
  -4.19872
  -4.04459
  -5.07723
  -5.12939
  -4.53227
  -4.71499
  -6.41247
  -5.94125
  -5.18636
  -5.19793
  -3.05746
  -4.76658
  -3.97262
  -3.82729
  -5.47268
  -4.39091
  -2.73798
  -4.78236
Metropolis acceptance rate for gamma = 0.24900



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.64299
  -0.55697
   3.09882
  -1.07934
   0.71262
   1.20726
  -0.13400
  -1.72651
   1.20526
   1.52644
  -0.68871
   1.63552
  -1.46800
  -0.37037
   0.08836
   1.73415
   0.73719
  -1.74035
  -0.90363
  -0.55781
   0.66644
   1.64978
   1.83019
   0.46846
  -4.47487
  -3.70542
  -3.84954
  -4.59711
  -2.35745
  -3.70849
  -4.27029
  -4.04645
  -5.19211
  -5.27690
  -3.89151
  -4.67238
  -6.49512
  -5.30576
  -4.55244
  -4.77115
  -3.34525
  -4.70775
  -4.37699
  -3.58611
  -5.58437
  -4.34228
  -2.90326
  -4.39643
Metropolis acceptance rate for gamma = 0.24893



MCMCoprobit iteration 680001 of 1050000 
beta = 
   5.04391
   0.11069
   3.38367
  -1.62757
   1.24750
   0.93281
   0.13940
  -1.48551
   1.32239
   1.59200
  -0.61931
   1.40122
  -1.32537
  -0.56627
   0.21794
   1.83093
   0.35943
  -1.81703
  -0.80510
  -0.52242
   0.16618
   1.47970
   1.68404
   0.45842
  -4.66973
  -4.20948
  -4.21187
  -5.65293
  -2.66623
  -3.61916
  -4.90698
  -3.95606
  -5.51115
  -5.27314
  -4.48277
  -5.33037
  -6.30677
  -6.05422
  -6.02710
  -5.37777
  -3.52499
  -4.94228
  -4.67183
  -3.87118
  -5.70242
  -4.71743
  -3.05319
  -4.87367
Metropolis acceptance rate for gamma = 0.24895



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.31236
   0.35072
   4.16415
  -0.86280
   1.11575
   1.56435
   0.01515
  -1.07830
   2.16299
   1.75913
   0.20353
   2.23732
  -1.09128
  -0.34823
   0.44917
   2.32397
   0.94682
  -1.52384
  -0.64554
   0.01055
   1.49956
   2.08112
   2.42772
   1.31852
  -4.07097
  -3.29215
  -3.67132
  -5.07543
  -2.22889
  -3.36489
  -4.60007
  -3.70167
  -4.58639
  -5.15927
  -3.73474
  -4.26857
  -6.23142
  -4.92950
  -4.13723
  -4.27545
  -3.07319
  -4.75994
  -4.33854
  -3.61647
  -4.86328
  -4.21747
  -2.28549
  -4.39329
Metropolis acceptance rate for gamma = 0.24900



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.54879
  -0.37805
   3.68129
  -0.90910
   1.22280
   0.93519
  -0.18896
  -1.48437
   1.71396
   1.09538
  -0.59376
   1.56456
  -1.31936
  -0.42764
   0.76213
   1.71028
  -0.08062
  -1.30724
  -0.31081
  -0.40686
   0.73616
   1.38156
   1.81871
   0.22992
  -4.16512
  -3.75061
  -3.11895
  -5.55211
  -2.30764
  -3.73704
  -4.28044
  -3.36436
  -4.99630
  -5.07392
  -4.31111
  -4.51187
  -5.79581
  -5.26636
  -4.54812
  -5.29080
  -3.42304
  -4.66284
  -4.47886
  -3.72872
  -5.11351
  -4.64762
  -2.26003
  -4.16727
Metropolis acceptance rate for gamma = 0.24903



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.34582
  -0.20568
   2.85871
  -1.28802
   0.69215
   0.72299
   0.42386
  -1.55111
   1.40166
   0.80281
  -0.46743
   1.43631
  -1.67468
  -0.53232
   0.59978
   1.78277
   0.52512
  -1.57411
  -0.80646
  -0.41187
   0.38963
   1.27118
   2.05090
   0.33134
  -3.64337
  -3.63635
  -3.73199
  -4.83481
  -2.68828
  -2.90728
  -4.44320
  -3.59300
  -4.51515
  -4.52672
  -4.18764
  -4.66893
  -5.26442
  -5.01766
  -5.44894
  -4.62144
  -3.36793
  -4.61894
  -4.06191
  -3.32985
  -4.48883
  -4.37957
  -2.80576
  -3.92176
Metropolis acceptance rate for gamma = 0.24915



MCMCoprobit iteration 720001 of 1050000 
beta = 
   4.65310
  -0.34382
   3.80475
  -0.65366
   1.17933
   1.19149
   0.16368
  -1.32007
   1.47878
   1.30011
  -0.43404
   1.72132
  -0.69199
  -0.54887
   0.48583
   1.72328
   0.28513
  -1.77723
  -0.65897
   0.28305
   0.62297
   1.41149
   2.17405
   0.41726
  -4.09174
  -3.37279
  -3.56970
  -4.56220
  -1.96785
  -3.43346
  -4.46552
  -3.42014
  -5.39980
  -5.41048
  -4.02059
  -5.00071
  -6.50612
  -5.64983
  -4.91714
  -4.75122
  -3.49746
  -4.73357
  -3.81944
  -3.47119
  -4.80527
  -4.09839
  -2.60889
  -4.02293
Metropolis acceptance rate for gamma = 0.24927



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.54178
  -0.07718
   3.87571
  -1.03324
   1.37209
   1.34405
  -0.04623
  -1.59315
   1.41566
   1.55802
  -0.37952
   1.98917
  -1.12228
  -0.53339
   0.69897
   2.28591
   0.29263
  -1.72636
  -0.34189
  -0.09913
   0.37190
   1.76961
   2.33033
   0.52939
  -3.90538
  -3.56845
  -4.00397
  -4.38174
  -2.63505
  -3.50706
  -4.46155
  -4.04876
  -5.04882
  -5.46737
  -4.14571
  -4.81625
  -5.79672
  -5.29972
  -4.95874
  -4.55555
  -3.26245
  -4.33349
  -3.99459
  -3.85941
  -4.94466
  -4.05439
  -2.28143
  -4.31901
Metropolis acceptance rate for gamma = 0.24930



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.81311
  -0.65375
   3.28320
  -1.39958
   1.05404
   1.31239
  -0.06459
  -1.97200
   1.75719
   0.98208
  -0.93707
   1.17507
  -1.55430
  -0.73017
   0.81641
   1.56620
  -0.01322
  -1.57618
  -0.66216
  -0.21180
   0.14155
   1.11882
   1.79535
   0.17789
  -4.49402
  -3.78576
  -3.83778
  -4.84456
  -2.46797
  -3.20307
  -4.35312
  -3.72868
  -5.25275
  -5.34399
  -4.73016
  -5.02952
  -6.67966
  -5.84513
  -5.26068
  -5.02314
  -3.84790
  -4.74667
  -4.80045
  -3.90194
  -5.86261
  -4.39728
  -2.60206
  -4.40109
Metropolis acceptance rate for gamma = 0.24926



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.62742
  -0.45742
   3.41498
  -1.81944
   0.71173
   1.00066
  -0.19428
  -1.47212
   1.11138
   1.36006
  -0.21375
   1.75450
  -1.47426
  -0.67561
   0.34398
   1.85436
   0.52864
  -1.78309
  -0.83546
  -0.10956
   0.36335
   1.17582
   2.23103
   0.62576
  -3.90104
  -4.02740
  -3.99842
  -4.96437
  -2.51045
  -3.38821
  -4.55514
  -3.89619
  -5.91853
  -5.45186
  -5.11151
  -5.31569
  -6.23229
  -5.57871
  -4.96716
  -4.93989
  -3.28801
  -4.22032
  -4.21278
  -3.72602
  -5.11788
  -4.03044
  -2.75599
  -4.31607
Metropolis acceptance rate for gamma = 0.24925



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.49920
  -0.42148
   3.05970
  -1.03253
   0.53195
   0.89823
  -0.04427
  -1.57364
   1.76835
   1.33478
  -0.74509
   1.52925
  -1.14770
  -0.35687
   0.74297
   1.50882
   0.55972
  -1.55406
  -0.15870
  -0.64950
   0.13364
   1.82003
   1.71575
   0.32913
  -3.94022
  -3.58089
  -3.50323
  -4.58518
  -2.21681
  -3.32113
  -4.55174
  -3.85746
  -4.64899
  -4.86854
  -4.52501
  -4.38727
  -6.01827
  -5.44353
  -4.81576
  -4.98497
  -3.10334
  -4.69105
  -4.24120
  -3.41034
  -5.27465
  -4.80280
  -2.78535
  -3.73582
Metropolis acceptance rate for gamma = 0.24919



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.02280
  -0.17769
   3.41467
  -0.57032
   1.38867
   1.31379
   0.47455
  -1.42088
   2.25384
   1.82275
  -0.33972
   1.99133
  -0.73225
  -0.06594
   0.41290
   2.02446
   1.09505
  -1.13656
  -0.35549
  -0.13647
   0.64947
   1.75450
   2.61437
   0.29217
  -3.55986
  -3.30867
  -3.23701
  -4.52171
  -2.02988
  -2.93454
  -3.98398
  -3.26397
  -4.88299
  -4.41004
  -4.17366
  -4.68951
  -5.32377
  -5.55204
  -4.57702
  -4.03950
  -2.86550
  -4.15607
  -3.88738
  -3.45508
  -4.16963
  -4.49016
  -2.18563
  -3.56779
Metropolis acceptance rate for gamma = 0.24921



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.60780
  -0.50328
   3.63964
  -1.39355
   0.53083
   1.16339
  -0.08930
  -1.70054
   1.22215
   1.27658
  -0.85117
   1.57032
  -1.24922
  -0.52918
   0.30896
   1.44940
  -0.01984
  -2.25481
  -0.64257
  -0.41242
   0.42235
   1.08305
   1.89371
   0.23173
  -4.68621
  -3.63510
  -3.46425
  -5.06377
  -2.77111
  -3.82600
  -4.80242
  -3.49135
  -5.37335
  -5.08154
  -4.20807
  -4.73881
  -7.65252
  -5.38648
  -4.89404
  -4.93171
  -3.17655
  -4.57084
  -4.54243
  -3.66264
  -5.63377
  -4.68619
  -2.60817
  -4.27720
Metropolis acceptance rate for gamma = 0.24915



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.74655
   0.20443
   3.40501
  -0.91366
   0.79477
   1.08272
   0.42153
  -1.34337
   1.32349
   1.54800
  -0.27807
   1.79599
  -1.13573
  -0.44110
   0.81395
   1.70611
   0.70586
  -1.86878
  -0.02650
  -0.80182
   0.11159
   2.02395
   2.24079
   0.29035
  -4.03239
  -3.99920
  -3.87179
  -5.05652
  -2.40609
  -3.37331
  -5.34636
  -3.80645
  -5.13894
  -5.62804
  -4.41594
  -4.79390
  -6.87951
  -5.39357
  -5.42532
  -4.66982
  -3.23932
  -5.30140
  -4.56268
  -3.79402
  -5.52427
  -4.37902
  -2.57971
  -4.57120
Metropolis acceptance rate for gamma = 0.24915



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.70910
  -0.04537
   3.68551
  -1.25485
   0.89699
   1.05791
   0.03904
  -0.93448
   1.58220
   0.98992
  -0.61412
   1.36622
  -1.22736
  -0.76519
   0.93367
   2.11141
   0.35426
  -1.71992
  -0.41889
  -0.18804
   0.39321
   0.98675
   2.23759
   0.57022
  -3.79096
  -3.90315
  -4.15903
  -5.26165
  -2.79309
  -3.71496
  -4.77610
  -4.39057
  -5.36890
  -5.30759
  -4.26990
  -4.73081
  -7.33766
  -5.75241
  -4.85724
  -5.19879
  -3.35543
  -4.74446
  -4.28791
  -3.89131
  -5.12824
  -4.47414
  -2.59573
  -4.45185
Metropolis acceptance rate for gamma = 0.24902



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.20286
   0.18619
   3.58020
  -0.68075
   1.25895
   1.38659
   0.42841
  -1.09258
   1.51895
   1.97949
  -0.41118
   2.17630
  -1.10098
  -0.01004
   1.18896
   2.30893
   0.88395
  -1.42572
  -0.02244
  -0.30292
   0.39674
   1.93197
   2.28598
   0.79357
  -3.91736
  -3.36049
  -3.54659
  -4.47615
  -2.04428
  -3.03213
  -3.89374
  -3.41303
  -5.05888
  -4.78809
  -4.13113
  -3.99054
  -6.40369
  -5.31373
  -4.09340
  -4.18365
  -2.90472
  -4.20225
  -3.81201
  -3.62334
  -4.87081
  -4.18126
  -2.30804
  -3.55012
Metropolis acceptance rate for gamma = 0.24920



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.40786
   0.30558
   3.32436
  -1.13188
   1.23260
   1.00580
   0.32586
  -1.73853
   1.59033
   1.64110
  -0.37363
   1.92044
  -0.92537
  -0.41251
   0.90953
   1.97706
   0.15369
  -1.47485
  -0.20987
   0.01644
   0.39400
   1.44658
   2.21007
   0.73725
  -4.05150
  -3.52916
  -3.49918
  -4.75360
  -2.07385
  -2.75322
  -4.49944
  -3.60419
  -4.46813
  -5.14367
  -3.77729
  -4.63658
  -7.36559
  -5.30495
  -5.06118
  -4.63523
  -3.56983
  -4.32091
  -4.72275
  -3.70474
  -4.65319
  -4.27220
  -2.60544
  -3.77390
Metropolis acceptance rate for gamma = 0.24920



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.53444
   0.05985
   3.54956
  -0.64747
   1.11589
   1.50957
  -0.28409
  -1.68631
   1.50478
   1.26503
  -0.64165
   1.75668
  -1.09683
  -0.60181
   0.07716
   1.57481
   0.38167
  -1.73520
  -0.28359
  -0.27019
   0.75595
   1.53609
   1.66135
   0.35279
  -3.77375
  -3.82412
  -3.40121
  -4.66511
  -2.56726
  -3.47290
  -4.32190
  -3.45594
  -5.26439
  -4.65964
  -4.37219
  -4.75046
  -5.92145
  -5.70509
  -4.78107
  -4.59052
  -3.51426
  -4.62969
  -4.60008
  -3.33185
  -5.44710
  -4.31092
  -2.69283
  -3.82453
Metropolis acceptance rate for gamma = 0.24914



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.36102
   0.07167
   3.19087
  -1.27930
   0.83503
   1.54173
   0.01157
  -1.95137
   1.59095
   1.16188
  -0.33484
   1.60554
  -1.04449
  -0.45497
   0.92244
   1.93944
   0.61021
  -1.57090
  -0.42251
  -0.34814
   0.40175
   1.36101
   1.87869
   0.16661
  -4.03523
  -3.88823
  -3.75236
  -4.65683
  -2.46086
  -3.78613
  -4.47358
  -3.77742
  -4.95202
  -5.03167
  -3.93749
  -4.93196
  -7.28954
  -5.53315
  -4.88048
  -5.00862
  -3.24990
  -4.15942
  -4.17710
  -3.73120
  -5.09658
  -3.87728
  -2.78492
  -3.89241
Metropolis acceptance rate for gamma = 0.24927



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.30639
  -0.29345
   3.43393
  -1.27399
   0.94842
   1.07511
   0.17080
  -1.44940
   1.73101
   1.64835
  -1.31714
   1.52972
  -1.10471
  -0.45829
   0.47156
   1.64476
   0.36307
  -1.20965
  -0.34866
  -0.88585
   0.29537
   1.56182
   2.62387
   0.46088
  -3.46638
  -3.39425
  -3.80317
  -4.98888
  -2.17415
  -3.37031
  -3.96014
  -3.73648
  -4.70331
  -4.82604
  -4.24436
  -4.35008
  -6.47487
  -5.40541
  -4.69739
  -4.41472
  -3.27429
  -3.72448
  -4.13314
  -3.77836
  -5.13335
  -4.39488
  -1.96622
  -4.57674
Metropolis acceptance rate for gamma = 0.24938



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.67032
  -0.19184
   3.45438
  -1.19335
   0.70408
   0.94760
  -0.01640
  -2.13986
   1.11534
   1.30028
  -0.50016
   1.45333
  -1.37913
  -0.95991
   0.27086
   1.26789
   0.18709
  -1.74150
  -0.42561
  -0.70482
  -0.04263
   1.42217
   1.91608
  -0.07497
  -4.30155
  -3.99054
  -3.67162
  -5.24890
  -2.42126
  -3.34674
  -4.71706
  -4.08617
  -5.58243
  -4.69103
  -4.46055
  -5.04929
  -6.54809
  -4.91515
  -5.54988
  -5.39738
  -3.60503
  -4.79610
  -4.45268
  -3.66238
  -5.29754
  -4.65236
  -2.63456
  -4.21249
Metropolis acceptance rate for gamma = 0.24938



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.13608
   0.38539
   3.32636
  -1.41132
   1.13369
   1.11001
   0.37221
  -1.07506
   1.78541
   1.26996
   0.03519
   1.89709
  -0.69279
  -0.29808
   1.27638
   2.03738
   1.23999
  -1.39248
  -0.41365
   0.62203
   0.24904
   2.01209
   2.60617
   0.19856
  -3.53600
  -3.34589
  -3.41287
  -4.41788
  -2.03704
  -2.47385
  -3.75064
  -3.53469
  -4.96697
  -4.92801
  -4.09437
  -4.06674
  -5.76679
  -6.00088
  -4.38033
  -4.56256
  -3.02924
  -3.91642
  -3.80246
  -2.83580
  -4.72607
  -3.65786
  -2.45944
  -3.85663
Metropolis acceptance rate for gamma = 0.24947



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.64249
  -0.49698
   2.75687
  -0.92336
   1.25551
   1.18487
  -0.04316
  -1.76800
   1.26157
   0.99063
  -1.12439
   1.26272
  -1.64598
  -0.93867
   0.45445
   1.36606
   0.43920
  -1.81554
  -0.34736
  -1.08200
   0.34013
   1.13151
   1.85979
   0.27512
  -3.96521
  -3.82956
  -4.06452
  -4.85340
  -2.31484
  -3.74262
  -4.49616
  -4.39465
  -5.33455
  -5.15105
  -4.51275
  -4.74505
  -6.27260
  -5.06534
  -4.93345
  -4.08876
  -3.26218
  -4.55802
  -4.44923
  -3.77104
  -4.94058
  -4.53603
  -3.03947
  -4.32383
Metropolis acceptance rate for gamma = 0.24942



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.54385
  -0.13303
   2.97799
  -1.49093
   1.11473
   1.51479
   0.35231
  -1.31623
   1.43910
   1.46045
  -0.78584
   1.49449
  -1.43419
  -0.29486
   0.44112
   1.65720
   0.69990
  -1.86463
  -0.56548
  -0.38739
   0.60446
   1.70216
   2.25881
   0.51829
  -4.35407
  -3.56412
  -3.42955
  -4.78134
  -2.23206
  -3.35144
  -4.13780
  -4.13032
  -5.19481
  -5.36693
  -4.40791
  -5.24603
  -5.82330
  -5.46560
  -4.89053
  -4.66309
  -3.29045
  -4.20372
  -3.89219
  -3.73015
  -4.75461
  -4.50767
  -2.41699
  -4.42639
Metropolis acceptance rate for gamma = 0.24941



MCMCoprobit iteration 900001 of 1050000 
beta = 
   3.79986
   0.80562
   3.59220
  -0.85334
   1.24159
   1.80093
   0.14304
  -1.35541
   1.42591
   1.21129
  -0.04566
   1.85822
  -0.35732
  -0.14266
   0.99116
   1.70207
   0.65131
  -1.11379
   0.34235
  -0.10725
   0.67771
   2.11493
   1.90235
   0.83513
  -3.26374
  -3.38692
  -2.87329
  -4.36578
  -1.86391
  -2.61573
  -3.73420
  -2.96621
  -4.78727
  -4.15779
  -3.66940
  -4.46461
  -4.78496
  -4.75690
  -4.49148
  -3.97660
  -3.08342
  -3.66981
  -3.51217
  -2.96684
  -4.35437
  -4.28405
  -1.99999
  -3.49369
Metropolis acceptance rate for gamma = 0.24942



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.30401
  -0.03001
   3.61131
  -0.96892
   0.87477
   1.40892
   0.19149
  -1.27728
   1.87451
   1.29048
  -0.12198
   1.37847
  -0.91062
  -0.48382
   0.25900
   1.71634
   0.79029
  -1.65028
  -0.36599
  -0.22046
   0.75656
   1.95887
   2.32758
   0.43266
  -4.22748
  -3.44091
  -3.49892
  -5.09379
  -1.97348
  -3.20336
  -4.35959
  -3.49233
  -5.05159
  -4.60111
  -4.02107
  -4.39431
  -5.69315
  -4.97644
  -4.25986
  -4.52614
  -3.30493
  -4.35446
  -4.52791
  -2.65575
  -4.38381
  -3.99290
  -1.84568
  -3.88065
Metropolis acceptance rate for gamma = 0.24938



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.10517
   0.40236
   4.04164
  -0.61991
   1.88250
   1.79574
   0.63380
  -0.75219
   2.25892
   1.51505
  -0.47567
   2.24538
  -0.73886
  -0.12985
   1.20989
   2.36678
   0.53614
  -1.25611
   0.00175
   0.17555
   1.47344
   1.89584
   2.86915
   0.80969
  -3.57399
  -3.08386
  -3.92297
  -4.78472
  -1.88909
  -2.89412
  -3.86917
  -3.92414
  -4.80251
  -4.76706
  -4.08120
  -3.70784
  -5.91229
  -4.96187
  -4.08768
  -4.25594
  -2.97976
  -4.02628
  -3.91604
  -3.41829
  -4.67296
  -4.70651
  -2.13185
  -3.66602
Metropolis acceptance rate for gamma = 0.24947



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.76852
  -0.20299
   3.95487
  -1.42631
   0.72231
   0.81321
  -0.00750
  -1.97393
   1.44116
   1.24294
  -0.68686
   1.29500
  -1.31795
  -0.63973
   0.28544
   1.28208
   0.29038
  -1.85213
  -0.35889
  -0.71889
  -0.04207
   1.42264
   2.00729
  -0.12673
  -4.57601
  -4.35846
  -3.52909
  -4.52057
  -3.21289
  -4.13443
  -4.49998
  -4.58070
  -5.47088
  -5.31432
  -4.22262
  -5.18268
  -7.32092
  -5.54042
  -5.32381
  -5.74513
  -3.43305
  -4.80766
  -4.24591
  -3.63258
  -5.75373
  -5.10772
  -2.76853
  -4.42260
Metropolis acceptance rate for gamma = 0.24934



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.94979
  -0.29614
   2.89830
  -1.75955
   0.48860
   0.82145
  -0.39280
  -1.95579
   0.99957
   0.58421
  -0.40402
   1.14270
  -2.06559
  -1.08139
  -0.17114
   0.91481
   0.28315
  -2.18100
  -0.79384
  -1.16881
  -0.04379
   0.97453
   1.21673
  -0.57051
  -4.65893
  -3.91786
  -3.94155
  -5.56878
  -2.76414
  -3.73416
  -4.67905
  -4.09375
  -5.15329
  -5.91616
  -4.45966
  -4.94537
  -5.49905
  -5.71167
  -4.82748
  -5.28262
  -3.54550
  -4.87181
  -4.40108
  -4.33697
  -5.95963
  -4.76203
  -3.20877
  -4.71404
Metropolis acceptance rate for gamma = 0.24923



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.47416
   0.20224
   3.28065
  -1.06004
   1.32510
   1.51766
   0.34804
  -1.50388
   1.61046
   1.66078
  -0.26022
   2.05175
  -1.16565
  -0.60398
   1.02824
   1.79119
   0.77543
  -1.59903
  -0.11586
  -0.04027
   0.74288
   1.31263
   2.29698
   0.79665
  -3.85280
  -3.80588
  -3.29783
  -4.66836
  -2.74278
  -3.43624
  -4.07371
  -3.34990
  -4.88210
  -5.42505
  -3.96420
  -4.46957
  -6.13586
  -4.81067
  -5.02979
  -4.67996
  -3.29099
  -4.38469
  -4.09845
  -3.72721
  -5.25174
  -4.28078
  -2.35841
  -4.20853
Metropolis acceptance rate for gamma = 0.24911



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.76366
  -0.57928
   2.63864
  -1.14453
   0.74360
   1.20268
  -0.23402
  -1.68527
   1.76099
   1.11919
  -1.27602
   1.18459
  -1.80695
  -0.78899
   0.18101
   1.48856
   0.17031
  -1.81687
  -0.67052
  -0.61144
   0.03330
   1.25681
   2.14663
  -0.03063
  -4.62882
  -4.22622
  -4.06944
  -5.31259
  -2.89635
  -3.22921
  -4.71928
  -4.14863
  -5.32487
  -5.64077
  -4.32781
  -4.80178
  -6.56300
  -5.73773
  -5.17629
  -4.84767
  -3.60902
  -4.65842
  -4.60243
  -3.94506
  -4.84458
  -4.43133
  -2.91952
  -4.55698
Metropolis acceptance rate for gamma = 0.24909



MCMCoprobit iteration 970001 of 1050000 
beta = 
   4.32782
   0.48064
   3.53674
  -1.50335
   1.08601
   1.10846
   0.07718
  -1.48922
   1.13637
   1.32800
  -0.34390
   1.81256
  -1.32467
  -0.21954
   0.72600
   1.69591
   0.61021
  -1.51795
  -0.42712
  -0.20923
   0.48118
   0.98721
   1.45863
  -0.22260
  -3.43344
  -3.55597
  -3.89457
  -5.30005
  -2.27772
  -3.21547
  -4.16084
  -3.37869
  -4.96990
  -4.94303
  -3.91496
  -4.53786
  -6.04846
  -5.27759
  -4.93455
  -4.65173
  -2.80778
  -4.52997
  -3.95621
  -3.54688
  -4.68962
  -4.38739
  -2.67707
  -4.36950
Metropolis acceptance rate for gamma = 0.24908



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.83807
  -0.54950
   2.92760
  -1.30046
   0.97152
   0.92189
  -0.57409
  -1.88627
   1.60740
   1.28148
  -0.88197
   1.05346
  -1.85999
  -1.05799
   0.36131
   1.64499
   0.47177
  -1.81998
  -0.52498
  -0.69544
   0.14465
   1.39080
   1.77182
   0.42381
  -4.31392
  -4.44215
  -3.86530
  -5.19026
  -2.66100
  -3.32537
  -4.70810
  -4.04291
  -5.45223
  -4.76857
  -4.70922
  -5.27885
  -7.00233
  -5.01811
  -5.26355
  -4.77757
  -3.58823
  -4.70035
  -4.51430
  -3.71051
  -5.45632
  -4.82963
  -3.13078
  -4.29982
Metropolis acceptance rate for gamma = 0.24910



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.62591
  -0.32578
   2.73828
  -1.19139
   0.78320
   1.18288
   0.06164
  -1.59233
   1.11805
   0.85081
  -0.48699
   1.41031
  -1.78130
  -0.69661
   0.15068
   1.17943
   0.67481
  -1.82259
  -0.54053
  -0.58951
   0.45107
   1.34387
   1.87389
   0.22837
  -4.10651
  -3.81611
  -3.73973
  -5.06836
  -2.30974
  -3.73260
  -4.04925
  -3.92456
  -5.07110
  -5.27720
  -4.23219
  -4.60713
  -6.34729
  -5.89770
  -4.83740
  -4.53755
  -3.22061
  -4.55009
  -4.62374
  -4.03941
  -5.36000
  -4.87129
  -2.61097
  -4.50419
Metropolis acceptance rate for gamma = 0.24906



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.78272
  -0.48518
   3.10355
  -1.06492
   0.93714
   0.84767
   0.20743
  -1.53364
   1.23261
   1.14697
  -0.76480
   1.44870
  -1.44927
  -0.45988
   0.68422
   1.66283
   0.34154
  -2.15979
  -0.40494
  -0.43189
   0.13249
   1.50524
   1.84830
   0.21458
  -4.34461
  -3.76024
  -3.89746
  -5.15307
  -2.65196
  -3.56718
  -4.36632
  -3.87683
  -5.33481
  -5.72835
  -4.90455
  -5.10674
  -5.44653
  -5.44012
  -5.31853
  -5.00810
  -3.54807
  -5.10682
  -4.03022
  -3.99846
  -5.34058
  -4.56322
  -3.06918
  -4.23770
Metropolis acceptance rate for gamma = 0.24898



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   5.06310
  -0.60085
   3.14403
  -1.70862
   0.28758
   0.86765
  -0.66676
  -1.84074
   1.25542
   1.07476
  -0.98518
   1.29440
  -1.80538
  -0.93245
   0.03158
   1.15862
  -0.05271
  -1.64106
  -0.93114
  -0.63025
  -0.06354
   0.74483
   1.94033
  -0.60100
  -4.56357
  -4.57487
  -3.91919
  -6.02561
  -2.99609
  -4.00882
  -4.86100
  -4.48422
  -5.52136
  -5.60945
  -5.30054
  -5.45596
  -7.33439
  -6.02621
  -5.29852
  -5.52991
  -3.56938
  -4.51896
  -4.94782
  -4.33792
  -5.57775
  -5.32150
  -2.89722
  -4.55021
Metropolis acceptance rate for gamma = 0.24905



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.38250
   0.34372
   3.57315
  -0.97957
   0.91904
   1.29731
  -0.31966
  -1.76549
   1.90524
   1.22283
  -0.94128
   2.07555
  -1.42770
  -0.50767
   0.69816
   1.73943
   0.81743
  -1.46764
  -0.39134
   0.02096
   0.23203
   1.42616
   2.18835
   0.35339
  -3.56933
  -3.58187
  -3.74210
  -4.65079
  -2.65621
  -3.45056
  -4.05484
  -4.16617
  -4.86956
  -5.05018
  -4.28723
  -4.59829
  -4.79227
  -5.14320
  -4.61514
  -4.62548
  -3.36439
  -4.20241
  -4.00401
  -3.77768
  -5.03118
  -4.20885
  -2.57697
  -4.13832
Metropolis acceptance rate for gamma = 0.24904



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.50287
  -0.19447
   3.41827
  -0.92616
   1.18497
   1.47484
   0.48658
  -1.03937
   1.79886
   1.60034
  -0.84981
   1.61805
  -1.24709
  -0.44485
   0.78477
   2.03461
   0.65165
  -1.52584
   0.11128
  -0.15015
   0.14410
   1.49456
   2.13408
   0.27546
  -4.30201
  -3.82939
  -3.52894
  -4.57596
  -2.24462
  -3.51935
  -4.29121
  -4.25810
  -5.48761
  -4.87290
  -4.41484
  -4.17701
  -6.08116
  -5.15893
  -4.76231
  -4.72157
  -3.09199
  -4.65116
  -4.47886
  -3.87530
  -5.20838
  -4.39324
  -2.09085
  -4.27345
Metropolis acceptance rate for gamma = 0.24909



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   4.41299
  -0.01464
   4.16659
  -0.52101
   0.82196
   1.58989
   0.13731
  -1.01592
   1.56809
   1.54881
  -0.77306
   1.88959
  -1.08873
  -0.35837
   0.45004
   2.17685
   0.52196
  -1.27723
  -0.36407
  -0.33639
   0.57465
   1.24609
   2.17929
   0.67054
  -3.81709
  -3.55997
  -3.70493
  -4.87303
  -2.17045
  -2.99817
  -4.49891
  -3.77015
  -5.17549
  -4.85729
  -4.46644
  -4.72920
  -5.09894
  -5.65792
  -5.07294
  -5.07133
  -3.84464
  -4.28319
  -4.55221
  -3.73373
  -4.63489
  -4.35495
  -2.74938
  -3.84585
Metropolis acceptance rate for gamma = 0.24919



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.24908
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(a3.M2.out, file="MM3.2.a3.M2.out.Rda")
> 
> proc.time()
    user   system  elapsed 
 890.893    3.786 1088.337 
